Data Analytics for Smart Cities.

Cover -- Half Title -- Series Page -- Title Page -- Copyright Page -- Table of Contents -- Preface -- Editors -- Contributors -- 1: Smartphone Technology Integrated with Machine Learning for Airport Pavement Condition Assessment -- 1.1 Introduction -- 1.2 Smartphone-Driven Assessment of Airport Pave...
Ausführliche Beschreibung

Cover -- Half Title -- Series Page -- Title Page -- Copyright Page -- Table of Contents -- Preface -- Editors -- Contributors -- 1: Smartphone Technology Integrated with Machine Learning for Airport Pavement Condition Assessment -- 1.1 Introduction -- 1.2 Smartphone-Driven Assessment of Airport Pavement Condition -- 1.2.1 Description of Smartphone Application -- 1.2.2 Smartphone Characteristics -- 1.3 Case Study of Missouri Airports -- 1.3.1 Calibration Study -- 1.3.2 Missouri Airport Smartphone Data Collection Methodology -- 1.3.3 Missouri Airport Smartphone Data Collection Results for Each Airport -- 1.3.4 Discussion -- 1.4 Prediction of PCI Based on Smartphone-Measured IRI -- 1.4.1 Machine Learning Method -- 1.4.2 GEP-Based Formulation of PCI -- 1.5 Conclusions -- Acknowledgments -- References -- 2: Global Satellite Observations for Smart Cities -- 2.1 Introduction -- 2.2 Overview of NASA Satellite-Based Global Data Products for Smart Cities -- 2.2.1 Satellite-Based Data Products at the GES DISC -- 2.2.1.1 Multi-Satellite and Multi-Sensor Merged Global Precipitation Products -- 2.2.1.2 Global and Regional Land Data Assimilation Products -- 2.2.1.3 Modern-Era Retrospective Analysis for Research and Applications (MERRA) Products -- 2.3 Data Services -- 2.3.1 Point-and-Click Online Tools -- 2.3.1.1 NASA's Worldview -- 2.3.1.2 NASA GES DISC Giovanni -- 2.3.2 Data Rod Services -- 2.3.3 Other Web Data Services -- 2.4 Examples -- 2.4.1 The Pearl River Delta -- 2.4.1.1 Typhoon Nida Rainfall -- 2.4.1.2 Atmospheric Composition Preliminary Analysis -- 2.4.2 Estimation of Hurricane Contribution to Annual Precipitation in Maryland -- 2.4.2.1 Data and Methods -- 2.4.2.2 Preliminary Results -- 2.5 Summary and Future Plans -- Acknowledgments -- References -- 3: Advancing Smart and Resilient Cities with Big Spatial Disaster Data -- 3.1 Introduction Ausführliche Beschreibung